The Makeup Induced Face Spoofing (MIFS) dataset consists of 107 makeup transformations taken from random YouTube makeup video tutorials. Each subject is attempting to spoof a target identity. Hence we provide three sets of face images: images of a subject before makeup; images of the same subject after makeup with the intention of spoofing; and images of the target subject who is being spoofed.